Industry Solutions

Deep Industry Expertise
Scenario-Driven AI Deployment

Addressing production inspection pain points industry by industry — from hardware selection to algorithm tuning — complete end-to-end solutions with single-station delivery in as little as two weeks.

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Food & Beverage Packaging
The food and beverage industry has strict requirements for date code recognition, presence detection, label quality and container defects. TeraEdge provides complete visual inspection solutions ranging from lightweight OCR to complex surface defects, ensuring products meet regulatory and quality standards.
Industry Pain Points
Blurry date / batch / expiry printing is difficult to accurately recognize
Multi-SKU rapid changeover leads to long line stoppages and high switching costs
Traditional solutions generalize poorly against lighting changes and packaging material variation
Skewed labels, air bubbles and missing labels are difficult to detect at 100%
Packaging OCR
Character & Code Recognition
  • Food date / batch / expiry code recognition
  • Food batch code identification
  • Special information recognition (allergens, etc.)
  • DM code / barcode binding
Presence Detection
Assembly Completeness Verification
  • Instant noodle packaging presence detection
  • Chewing gum presence detection
  • Post-fill cap presence detection
  • Fill level inspection
Defect Detection
Appearance Quality Inspection
  • Label quality (skew / bubble / missing)
  • Packaging container defect detection
  • Cap defect detection
  • Seal quality inspection
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Biopharma Packaging
The pharmaceutical industry demands extremely high inspection accuracy and regulatory compliance. TeraEdge's AI vision system supports GMP-compliant scenarios — from drug box character recognition to blister pack presence detection — ensuring every product ships safely.
Industry Pain Points
Strict regulations mean missed detections can trigger recalls or legal liability
Blister foil is highly reflective, making traditional imaging difficult
Text printed on curved bottle surfaces causes distortion and reduces OCR accuracy
Frequent product changeovers require lengthy manual re-tuning
Packaging OCR
Character Recognition & Verification
  • Drug box date / batch / expiry recognition
  • Disinfectant bottle cap character recognition
  • Medical device component character inspection
  • Drug serial number traceability
Presence Detection
Completeness Verification
  • Capsule blister pack presence detection
  • Blood glucose meter presence detection
  • Oral liquid level detection
  • Syringe assembly inspection
Defect Detection
Appearance Defect Identification
  • Oral liquid bottle cap defect detection
  • Tablet defects (breakage / discoloration)
  • Nebulizer contamination detection
  • Bottle body crack detection
New Energy / Battery
The battery industry demands extremely high inspection precision for cells, modules and packs, with frequent product changeovers. TeraEdge's high-compute vision systems combined with precision imaging modules meet full-process quality control needs from electrode inspection to Pack error-proofing.
Industry Pain Points
Metal battery case reflections make stable imaging with traditional lighting difficult
Pack assemblies come in many variants; error-proofing against mis-assembly is critical
Electrode and coating defects are microscopic and require high-precision detection
Dimensional Measurement
Precision Measurement
  • Electrode dimensional measurement
  • Cell thickness inspection
  • Weld quality inspection
Defect Detection
Appearance Quality
  • Battery case crack detection
  • Electrode coating defects
  • Weld point anomaly detection
Assembly Inspection
Error-Proofing
  • Pack anti-mis-mix inspection
  • Connector missing/wrong assembly check
  • Label anomaly inspection
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Automotive Manufacturing
Automotive production lines run at high speed with complex products, placing stringent demands on real-time performance and reliability. TeraEdge provides high-speed, high-precision assembly inspection and defect detection solutions supporting 1080P 100FPS real-time inspection.
Industry Pain Points
Fast line speed (≥100 ppm) demands high vision system response times
Many component variants make mis-assembly and missing-part issues hard to identify quickly
Complex sealant paths make breaks and offsets difficult to detect manually
Anomaly Detection
Defect Identification
  • Bolt sealant inspection
  • Battery case crack detection
  • Label anomaly inspection
  • Weld seam quality detection
Assembly Inspection
Error-Proofing
  • Engine plug cap inspection
  • Connector missing/wrong assembly check
  • Pack anti-mis-mix inspection
  • Component presence confirmation
Dimensional Measurement
Precision Measurement
  • Critical part dimensional measurement
  • Mounting gap inspection
  • Angle and position measurement